Calculate training costs for Tinker fine-tuning jobs. An agent skill from sundial-org/skills.
$ npx skills add sundial-org/skills --skill tinker-training-cost -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install sundial-org/skills tinker-training-cost --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/tinker-training-cost .claude/skills/tinker-training-cost && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "tinker-training-cost" agent skill from https://github.com/sundial-org/skills/tree/main/skills/tinker-training-cost into .claude/skills/tinker-training-cost/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tinker-training-cost", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/sundial-org/skills/tree/main/skills/tinker-training-costType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add sundial-org/skills --skill tinker-training-cost -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install sundial-org/skills tinker-training-cost --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/tinker-training-cost .agents/skills/tinker-training-cost && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "tinker-training-cost" agent skill from https://github.com/sundial-org/skills/tree/main/skills/tinker-training-cost into .agents/skills/tinker-training-cost/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tinker-training-cost", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sundial-org/skills --skill tinker-training-cost -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install sundial-org/skills tinker-training-cost --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/tinker-training-cost .cursor/skills/tinker-training-cost && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "tinker-training-cost" agent skill from https://github.com/sundial-org/skills/tree/main/skills/tinker-training-cost into .cursor/skills/tinker-training-cost/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tinker-training-cost", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/sundial-org/skills.git --path skills/tinker-training-cost--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add sundial-org/skills --skill tinker-training-cost -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install sundial-org/skills tinker-training-cost --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/tinker-training-cost .gemini/skills/tinker-training-cost && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "tinker-training-cost" agent skill from https://github.com/sundial-org/skills/tree/main/skills/tinker-training-cost into .gemini/skills/tinker-training-cost/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tinker-training-cost", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install sundial-org/skills tinker-training-costInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add sundial-org/skills --skill tinker-training-cost -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/tinker-training-cost .github/skills/tinker-training-cost && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "tinker-training-cost" agent skill from https://github.com/sundial-org/skills/tree/main/skills/tinker-training-cost into .github/skills/tinker-training-cost/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tinker-training-cost", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add sundial-org/skills --skill tinker-training-cost -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install sundial-org/skills tinker-training-cost --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/sundial-org/skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/tinker-training-cost .opencode/skills/tinker-training-cost && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "tinker-training-cost" agent skill from https://github.com/sundial-org/skills/tree/main/skills/tinker-training-cost into .opencode/skills/tinker-training-cost/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "tinker-training-cost", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
tinker-training-costCalculate training costs for Tinker fine-tuning jobs. An agent skill from sundial-org/skills.
Tinker Training Cost is an agent skill from sundial-org/skills. Calculate training costs for Tinker fine-tuning jobs. Use when estimating costs for Tinker LLM training, counting tokens in datasets, or comparing Tinker model training prices. Tokenizes datasets using the correct model tokenizer and provides accurate cost estimates.
Its SKILL.md is about 1.2k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/calculate_cost.py`).
It sits in AI & LLM Engineering, covering Fine-tuning. It works with Qwen and NVIDIA AI Platform. The repository describes itself as: Claude Code Skills by Sundial.
3 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 5a3bf9f. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
pythonFrom the folder's file list and the shell code blocks in SKILL.md.
Links to these hosts (documentation or services it may open):
tinker-docs.thinkingmachines.aiFrom URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Tinker Training Cost loads about 1.2k tokens when it runs. Until then it costs about 72 tokens; SKILL.md has 336 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
Without a licence we can't republish the file, so here is its outline and opening line. It has 336 words (~1,209 tokens).
“Calculate training costs for Tinker fine-tuning jobs by tokenizing your dataset with the correct model tokenizer and applying current pricing.”
SKILL.md and 1 other file (scripts) in skills/tinker-training-cost of sundial-org/skills.
Open the folder on GitHubat commit 5a3bf9f
Tinker Training Cost next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Tinker Training Cost this skillsundial-org/skills | 153 | — | ~1.2k | Automated safety check: Pass | None | |
| External Gitcode Ascend Verl Feature Deployascend-ai-coding/awesome-ascend-skills | 174 | — | ~2k | Automated safety check: Pass | None | |
| Mindspeed Mm Vlmascend-ai-coding/awesome-ascend-skills | 174 | — | ~5.2k | Automated safety check: Pass | None | |
| Fix Art IssuesOpenPipe/ART | 11k | — | ~840 | Automated safety check: Notes | Apache-2.0 | |
| Setup Workshop Nemoclawbrevdev/workshop-build-an-agent | 146 | — | ~5.2k | Automated safety check: Pass | Apache-2.0 | |
| Serving LLMs On Instinctamd/skills | 408 | — | ~4k | Automated safety check: Notes | MIT |
ascend-ai-coding/awesome-ascend-skills
Verl 分布式训练服务一键拉起与配置。触发场景：(1) 用户要启动 Verl 训练任务或部署 RLHF/DAPO 训练环境 (2) 在 NPU 集群上拉起 Verl 训练容器 (3) 配置 Ray 集群和 SwanLab 监控 (4) 根据 7 位二进制掩码灵活配置加速特性。支持 Qwen3-8B 等 Megatron 模型的 DAPO 训练全流程。
ascend-ai-coding/awesome-ascend-skills
Universal VLM (vision-language understanding model) training guide for Huawei Ascend NPU using MindSpeed-MM.
OpenPipe/ART
Fix a GitHub issue on OpenPipe/ART and open a PR. An agent skill from OpenPipe/ART.
brevdev/workshop-build-an-agent
Set up the NVIDIA "Build an Agent" DevX workshop as a working JupyterLab environment from INSIDE a locked-down OpenShell/NemoClaw sandbox, and hand the user the token URL + access commands.
amd/skills
Serves AI models on AMD Instinct GPU hardware using vLLM. An agent skill from amd/skills.
yzlnew/infra-skills
Estimate GPU memory usage for Megatron-based MoE (Mixture of Experts) and dense models.
sundial-org/skills
Transform Claude Code into an AI Scientist that orchestrates research workflows using tree-based hypothesis exploration.
sundial-org/skills
Find, install, create, improve, and publish AI agent skills through the Sundial ecosystem.
sundial-org/skills
End-to-end workflow that creates a skill from a description and attached files, publishes it to Sundial as a private skill, generates a trading card (front + back with QR code), and sends it to a…
sundial-org/skills
Split large sets of uncommitted changes into logical, well-organized commits.
sundial-org/skills
Run OpenAI's Codex CLI agent in non-interactive mode using codex exec.
sundial-org/skills
Neuro-symbolic AI combining LLMs with symbolic solvers. An agent skill from sundial-org/skills.
Works with
Categories
Calculate training costs for Tinker fine-tuning jobs. An agent skill from sundial-org/skills. Tinker Training Cost is an agent skill from sundial-org/skills. Calculate training costs for Tinker fine-tuning jobs.
Tinker Training Cost fits situations like: estimating costs for Tinker LLM training; counting tokens in datasets; comparing Tinker model training prices.
Run `npx skills add sundial-org/skills --skill tinker-training-cost -a claude-code`. Or copy the skill folder (skills/tinker-training-cost in sundial-org/skills) into .claude/skills/tinker-training-cost in your project. Claude Code loads it when a task matches its description.
Run `npx skills add sundial-org/skills --skill tinker-training-cost -a codex`. Or copy the skill folder (skills/tinker-training-cost in sundial-org/skills) into .agents/skills/tinker-training-cost in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add sundial-org/skills --skill tinker-training-cost -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/tinker-training-cost, .gemini/skills/tinker-training-cost, .github/skills/tinker-training-cost and .opencode/skills/tinker-training-cost in your project.
Going by SKILL.md and its folder, Tinker Training Cost needs Python for the scripts in its folder and the command-line tools its instructions call (python). Our summary lists: Python 3.
SKILL.md names 1 domain. As links in the text: tinker-docs.thinkingmachines.ai. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
No licence was found for Tinker Training Cost or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
About 1.2k tokens (SKILL.md is roughly 4.8k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Tinker Training Cost: External Gitcode Ascend Verl Feature Deploy (ascend-ai-coding/awesome-ascend-skills, 174 stars), Mindspeed Mm Vlm (ascend-ai-coding/awesome-ascend-skills, 174 stars), Fix Art Issues (OpenPipe/ART, 11k stars) and Setup Workshop Nemoclaw (brevdev/workshop-build-an-agent, 146 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
sundial-org (a GitHub organization) maintains it in sundial-org/skills, which has 153 GitHub stars. The repository holds 13 skills in this directory. The repository was last updated on July 15, 2026.
Source: sundial-org/skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.
